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feat: enhance issue-monster with quality analysis and custom agent routing #6593

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feat: enhance issue-monster with quality analysis and custom agent routing #6593

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Copilot AI commented Dec 16, 2025 •
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The issue-monster workflow now predownloads full issue metadata, analyzes quality, and routes to specialized custom agents based on domain expertise. Scheduling increased to every 30 minutes.

Changes

  • Issue preloading: Search job now fetches complete issue details (body, labels, assignees) and passes as issues_json output instead of just numbers and titles
  • Quality analysis: Agent evaluates clarity, scope, completeness, and rates issues as high/medium/low priority before assignment
  • Custom agent routing: Agent selects from 9 specialized agents based on issue content:
    • ci-cleaner → CI failures, linting, testing
    • create-agentic-workflow → workflow creation and configuration
    • debug-agentic-workflow → performance, troubleshooting
    • technical-doc-writer → documentation
    • Default to copilot if no specialist matches
  • Scheduling: Changed from every 1h to every 30m

Example

Issue about "Fix eslint errors in workflow compiler":

🍪 Issue Monster has assigned this to the **ci-cleaner** custom agent!

I've identified this issue as a good candidate for the **ci-cleaner** agent based on its 
specialized expertise in CI failures, linting errors, test failures, code formatting, 
workflow compilation.

Om nom nom! 🍪

Previous behavior assigned everything to generic "copilot" agent with no analysis.

Original prompt

Update the issue monster workflow to add a step to predownload the top 100 opened issues in a file and analyze the file for good issues. Be more aggressive about scheduling the agent. Also pick the best custom agent (list them in the .github/agents/*.agent.md) based on their description (if one matches the issue description)

Reference: https://github.com/githubnext/gh-aw/actions/runs/20257243313/job/58161916615

Custom agent used: debug-agentic-workflow
Debug and refine agentic workflows using gh-aw CLI tools - analyze logs, audit runs, and improve workflow performance

💬 We'd love your input! Share your thoughts on Copilot coding agent in our 2 minute survey.

@pelikhan
feat: update issue monster workflow with enhanced issue analysis and …
29ff785 
…custom agent selection

- Changed schedule from every 1h to every 30m for more aggressive scheduling
- Enhanced search_issues job to download full issue details including body, labels, assignees
- Added issues_json output to pass detailed issue data to the agent
- Updated agent prompt to analyze issue data and select the best custom agent
- Listed all 9 available custom agents with their descriptions and expertise areas
- Agent now matches issues to custom agents based on domain expertise
- Falls back to "copilot" agent if no custom agent is a good fit
- Improved issue quality analysis with priority ratings
- Updated comments to include selected agent name and expertise

Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
Copilot AI changed the title [WIP] Update issue monster workflow to include predownload step feat: enhance issue-monster with quality analysis and custom agent routing Dec 16, 2025
Copilot AI requested a review from pelikhan December 16, 2025 05:50
@pelikhan pelikhan closed this Dec 16, 2025
@pelikhan pelikhan deleted the copilot/update-issue-monster-workflow branch December 18, 2025 01:44
@github-actions github-actions bot mentioned this pull request Dec 18, 2025
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